Olivencia-Alvarado is to be considered armed and dangerous. He was last seen driving a 2009 black Toyota Scion XD that has since been recovered, and was wearing a gray shirt, and blue jeans. He is known to frequent the Meadow Woods area outside Bueno Virtual Lakes in Orange County, Florida.

The Orange County Sheriff's Office and the Orlando Police Department have been assisting Osceola County Sheriff's Office with the investigation.